{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## License Information\n",
    "---\n",
    "\n",
    "This file is distributed as part of `hvsrpy`, a Python package for horizontal-to-vertical spectral ratio processing.\n",
    "\n",
    "    Copyright (C) 2019-2021 Joseph P. Vantassel (jvantassel@utexas.edu)\n",
    "\n",
    "    This program is free software: you can redistribute it and/or modify\n",
    "    it under the terms of the GNU General Public License as published by\n",
    "    the Free Software Foundation, either version 3 of the License, or\n",
    "    (at your option) any later version.\n",
    "\n",
    "    This program is distributed in the hope that it will be useful,\n",
    "    but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
    "    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\n",
    "    GNU General Public License for more details.\n",
    "\n",
    "    You should have received a copy of the GNU General Public License\n",
    "    along with this program.  If not, see <https: //www.gnu.org/licenses/>.\n",
    "    \n",
    "## About _hvsrpy_ and this notebook\n",
    "---\n",
    "\n",
    "`hvsrpy` is a Python package for performing horizontal-to-vertical spectral ratio\n",
    "(HVSR) processing. `hvsrpy` was developed by Joseph P. Vantassel with\n",
    "contributions from Dana M. Brannon under the supervision of Professor Brady R.\n",
    "Cox at The University of Texas at Austin.\n",
    "\n",
    "If you use _hvsrpy_ in your research or consulting, we ask you please cite the following:\n",
    "\n",
    ">Joseph Vantassel. (2020). jpvantassel/hvsrpy: latest (Concept). Zenodo.\n",
    "[http://doi.org/10.5281/zenodo.3666956](http://doi.org/10.5281/zenodo.3666956)\n",
    "\n",
    "_Note: For software, version specific citations should be preferred to\n",
    "general concept citations, such as that listed above. To generate a version\n",
    "specific citation for `hvsrpy`, please use the citation tool on the `hvsrpy`\n",
    "[archive](http://doi.org/10.5281/zenodo.3666956)._\n",
    "\n",
    "The automated frequency-domain window-rejection algorithm and lognormal statistics\n",
    "implemented in `hvsrpy` were developed by Tianjian Cheng under the supervision of\n",
    "Professor Brady R. Cox at The University of Texas at Austin. To\n",
    "recognize their original work please cite the follwing:\n",
    "\n",
    "> Cox, B. R., Cheng, T., Vantassel, J. P., & Manuel, L. (2020). \"A statistical\n",
    "> representation and frequency-domain window-rejection algorithm for single-station\n",
    "> HVSR measurements. Geophysical Journal International, 221(3), 2170–2183.\n",
    "> https://doi.org/10.1093/gji/ggaa119\n",
    "\n",
    "\n",
    "This notebook also provides automatic checking of the SESAME (2004) reliability\n",
    "and clarity critera. To recognize their original work please also cite the following:\n",
    "\n",
    "> SESAME. (2004). Guidelines for the Implementation of the H/V Spectral Ratio Technique on Ambient Vibrations\n",
    "> Measurements, Processing, and Interpretation. European Commission - Research General Directorate, 62,\n",
    "> European Commission - Research General Directorate.\n",
    "\n",
    "## Getting Started\n",
    "---\n",
    "1. Install _hvsrpy_ and its dependencies, with `pip install hvsrpy`. If you are not familiar with `pip`, a useful tutorial can be found [here](https://jpvantassel.github.io/python3-course/#/intro/pip). __(~3 minutes)__\n",
    "2. Try analyzing the four provided examples. The names of these files have been written and commented out in the section _Time Domain Settings_ for your convenience. __(~15 minutes)__\n",
    "3. Try one of your own _miniseed_ files and confirm that, when the same settings are used, the result from _hvsrpy_ exactly matches that of Geopsy. If you get an error related to the _miniseed_ file this likely means it does not conform to the _SEED_ standard (refer to the [hvsrpy documentation](https://hvsrpy.readthedocs.io/en/stable/) for details). __(~15 minutes)__\n",
    "\n",
    "Happy Processing!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import hvsrpy\n",
    "from hvsrpy import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time Domain Settings\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input file name (may be a relative or full path).\n",
    "# file_name = \"UT.STN11.A2_C50.miniseed\"\n",
    "file_name = \"UT.STN11.A2_C150.miniseed\"\n",
    "# file_name = \"UT.STN12.A2_C50.miniseed\"\n",
    "# file_name = \"UT.STN12.A2_C150.miniseed\"\n",
    "\n",
    "# Window length in seconds. In general low frequency peaks require longer window lengths.\n",
    "# See the SESAME guidelines for specific window length recommendations.\n",
    "windowlength = 60\n",
    "\n",
    "# Boolean to control whether Butterworth filter is applied. \n",
    "# Geopsy does not apply a bandpass filter.\n",
    "filter_bool = False        \n",
    "# Low-cut frequency for bandpass filter.\n",
    "filter_flow = 0.1                   \n",
    "# High-cut frequency for bandpass filter.\n",
    "filter_fhigh = 30                   \n",
    "# Filter order.\n",
    "filter_order = 5\n",
    "\n",
    "# Width of cosine taper {0. - 1.}. Geopsy default of 0.05 is equal to 0.1 -> 0.1 is recommended\n",
    "width = 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Frequency Domain Settings\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Konno and Ohmachi smoothing constant. 40 is recommended.\n",
    "bandwidth = 40\n",
    "\n",
    "# Minimum frequency after resampling\n",
    "resample_fmin = 0.1  \n",
    "# Maximum frequency after resampling\n",
    "resample_fmax = 50\n",
    "# Number of frequencies after resampling\n",
    "resample_fnum = 200\n",
    "# Type of resampling {'log', 'linear'}\n",
    "resample_type = 'log'\n",
    "\n",
    "# Upper and lower frequency limits to restrict peak selection. To use the entire range use `None`.\n",
    "peak_f_lower = None\n",
    "peak_f_upper = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HVSR Settings\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Method for combining horizontal components {\"squared-average\", \"geometric-mean\", \"single-azimuth\"}.\n",
    "# Geopsy's default is \"squared-average\" -> \"geometric-mean\" is recommended.\n",
    "method = \"geometric-mean\"\n",
    "# If method=\"single-azimuth\", set azimuth in degree clock-wise from north. If method!=\"single-azimuth\", value is ignored.\n",
    "azimuth = 0\n",
    "\n",
    "# Boolean to control whether frequency domain rejection proposed by Cox et al. (2020) is applied.\n",
    "# Geopsy does not offer this functionality.\n",
    "rejection_bool = True\n",
    "# Number of standard deviations to consider during rejection. Smaller values will reject more windows -> 2 is recommended.\n",
    "n = 2\n",
    "# Maximum number of iterations to perform for rejection -> 50 is recommended.\n",
    "max_iterations = 50\n",
    "\n",
    "# Distribution of f0 {\"lognormal\", \"normal\"}. Geopsy default \"normal\" -> \"lognormal\" is recommended.\n",
    "distribution_f0 = \"lognormal\"\n",
    "# Distribution of mean curve {\"lognormal\", \"normal\"}. Geopsy default \"lognormal\" -> \"lognormal\" is recommended.\n",
    "distribution_mc = \"lognormal\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Settings\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Manually set the ylimits of the HVSR figures. Default is None so limits will be set automatically.\n",
    "ymin, ymax = 0, 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform Calculation\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed Time: 0.37 seconds\n",
      "\n",
      "Statistics before rejection:\n"
     ]
    },
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       "      <th>Lognormal Median</th>\n",
       "      <th>Lognormal Standard Deviation</th>\n",
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       "      <th>Fundamental Site Frequency, f0</th>\n",
       "      <td>0.46</td>\n",
       "      <td>0.67</td>\n",
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       "                                Lognormal Median  Lognormal Standard Deviation\n",
       "Fundamental Site Frequency, f0              0.46                          0.67\n",
       "Fundamental Site Period, T0                 2.15                          0.67"
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     "text": [
      "\n",
      "Analysis summary:\n"
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       "    <tr>\n",
       "      <th>Window length</th>\n",
       "      <td>60s</td>\n",
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       "      <th>No. of windows</th>\n",
       "      <td>60</td>\n",
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       "      <th>Number of iterations to convergence</th>\n",
       "      <td>7 of 50 allowed</td>\n",
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       "      <th>No. of rejected windows</th>\n",
       "      <td>22</td>\n",
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       "                                                    \n",
       "Window length                                    60s\n",
       "No. of windows                                    60\n",
       "Number of iterations to convergence  7 of 50 allowed\n",
       "No. of rejected windows                           22"
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     "text": [
      "\n",
      "Statistics after rejection:\n"
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       "      <th>Fundamental Site Frequency, f0</th>\n",
       "      <td>0.72</td>\n",
       "      <td>0.11</td>\n",
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       "      <th>Fundamental Site Period, T0</th>\n",
       "      <td>1.40</td>\n",
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       "                                Lognormal Median  Lognormal Standard Deviation\n",
       "Fundamental Site Frequency, f0              0.72                          0.11\n",
       "Fundamental Site Period, T0                 1.40                          0.11"
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\n",
      "text/plain": [
       "<Figure size 900x900 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6,6), dpi=150)\n",
    "gs = fig.add_gridspec(nrows=6,ncols=6)\n",
    "\n",
    "ax0 = fig.add_subplot(gs[0:2, 0:3])\n",
    "ax1 = fig.add_subplot(gs[2:4, 0:3])\n",
    "ax2 = fig.add_subplot(gs[4:6, 0:3])\n",
    "\n",
    "if rejection_bool:\n",
    "    ax3 = fig.add_subplot(gs[0:3, 3:6])\n",
    "    ax4 = fig.add_subplot(gs[3:6, 3:6])\n",
    "else:\n",
    "    ax3 = fig.add_subplot(gs[0:3, 3:6])\n",
    "    ax4 = False\n",
    "\n",
    "start = time.time()\n",
    "sensor = hvsrpy.Sensor3c.from_mseed(file_name)\n",
    "bp_filter = {\"flag\":filter_bool, \"flow\":filter_flow, \"fhigh\":filter_fhigh, \"order\":filter_order}\n",
    "resampling = {\"minf\":resample_fmin, \"maxf\":resample_fmax, \"nf\":resample_fnum, \"res_type\":resample_type}\n",
    "hv = sensor.hv(windowlength, bp_filter, width, bandwidth, resampling, method, f_low=peak_f_lower, f_high=peak_f_upper, azimuth=azimuth)\n",
    "end = time.time()\n",
    "print(f\"Elapsed Time: {str(end-start)[0:4]} seconds\")\n",
    "\n",
    "individual_width = 0.3\n",
    "median_width = 1.3\n",
    "for ax, title in zip([ax3, ax4], [\"Before Rejection\", \"After Rejection\"]):\n",
    "    # Rejected Windows\n",
    "    if title==\"After Rejection\":\n",
    "        if len(hv.rejected_window_indices):\n",
    "            label = \"Rejected\"\n",
    "            for amp in hv.amp[hv.rejected_window_indices]:\n",
    "                ax.plot(hv.frq, amp, color='#00ffff', linewidth=individual_width, zorder=2, label=label)\n",
    "                label=None\n",
    "            \n",
    "    # Accepted Windows\n",
    "    label=\"Accepted\"\n",
    "    for amp in hv.amp[hv.valid_window_indices]:\n",
    "        ax.plot(hv.frq, amp, color='#888888', linewidth=individual_width,\n",
    "                label = label if title==\"Before Rejection\" else \"\")\n",
    "        label=None\n",
    "    \n",
    "    # Window Peaks\n",
    "    ax.plot(hv.peak_frq, hv.peak_amp, linestyle=\"\", zorder=2,\n",
    "            marker='o', markersize=2.5, markerfacecolor=\"#ffffff\", markeredgewidth=0.5, markeredgecolor='k',\n",
    "            label=\"\" if title==\"Before Rejection\" and rejection_bool else r\"$f_{0,i}$\")\n",
    "    \n",
    "    # Peak Mean Curve\n",
    "    ax.plot(hv.mc_peak_frq(distribution_mc), hv.mc_peak_amp(distribution_mc), linestyle=\"\", zorder=4,\n",
    "            marker='D', markersize=4, markerfacecolor='#66ff33', markeredgewidth=1, markeredgecolor='k', \n",
    "            label = \"\" if title==\"Before Rejection\" and rejection_bool else r\"$f_{0,mc}$\")\n",
    "    \n",
    "    # Mean Curve\n",
    "    label = r\"$LM_{curve}$\" if distribution_mc==\"lognormal\" else \"Mean\"   \n",
    "    ax.plot(hv.frq, hv.mean_curve(distribution_mc), color='k', linewidth=median_width,\n",
    "            label=\"\" if title==\"Before Rejection\" and rejection_bool else label)\n",
    "    \n",
    "    # Mean +/- Curve\n",
    "    label = r\"$LM_{curve}$\"+\" ± 1 STD\" if distribution_mc==\"lognormal\" else \"Mean ± 1 STD\"\n",
    "    ax.plot(hv.frq, hv.nstd_curve(-1, distribution_mc),\n",
    "            color='k', linestyle='--', linewidth=median_width, zorder=3,\n",
    "            label = \"\" if title==\"Before Rejection\" and rejection_bool else label)\n",
    "    ax.plot(hv.frq, hv.nstd_curve(+1, distribution_mc),\n",
    "            color='k', linestyle='--', linewidth=median_width, zorder=3)\n",
    "\n",
    "    # f0 +/- STD\n",
    "    if ymin is not None and ymax is not None:\n",
    "        ax.set_ylim((ymin, ymax))\n",
    "    label = r\"$LM_{f0}$\"+\" ± 1 STD\" if distribution_f0==\"lognormal\" else \"Mean f0 ± 1 STD\"    \n",
    "    _ymin, _ymax = ax.get_ylim()\n",
    "    ax.plot([hv.mean_f0_frq(distribution_f0)]*2, [_ymin, _ymax], linestyle=\"-.\", color=\"#000000\")\n",
    "    ax.fill([hv.nstd_f0_frq(-1, distribution_f0)]*2 + [hv.nstd_f0_frq(+1, distribution_f0)]*2, [_ymin, _ymax, _ymax, _ymin], \n",
    "            color = \"#ff8080\",\n",
    "            label=\"\" if title==\"Before Rejection\" and rejection_bool else label)\n",
    "    ax.set_ylim((_ymin, _ymax))\n",
    "    \n",
    "    ax.set_xscale('log')\n",
    "    ax.set_xlabel(\"Frequency (Hz)\")\n",
    "    ax.set_ylabel(\"HVSR Amplitude\")\n",
    "    if rejection_bool:\n",
    "        if title==\"Before Rejection\":\n",
    "            print(\"\\nStatistics before rejection:\")\n",
    "            hv.print_stats(distribution_f0)\n",
    "            c_iter = hv.reject_windows(n, max_iterations=max_iterations, \n",
    "                                       distribution_f0=distribution_f0, distribution_mc=distribution_mc)\n",
    "        elif title==\"After Rejection\":\n",
    "            fig.legend(ncol=4, loc='lower center', bbox_to_anchor=(0.51, 0), columnspacing=2)\n",
    "\n",
    "            print(\"\\nAnalysis summary:\")  \n",
    "            display(pd.DataFrame(columns=[\"\"], index=[\"Window length\", \"No. of windows\", \"Number of iterations to convergence\", \"No. of rejected windows\"], \n",
    "                    data=[f\"{windowlength}s\", str(sensor.ns.nseries), f\"{c_iter} of {max_iterations} allowed\", str(sum(hv.rejected_window_indices))]))            \n",
    "            print(\"\\nStatistics after rejection:\")\n",
    "            hv.print_stats(distribution_f0)\n",
    "    else:\n",
    "        display(pd.DataFrame(columns=[\"\"], index=[\"Window length\", \"No. of windows\"], \n",
    "                         data=[f\"{windowlength}s\", str(sensor.ns.nseries)]))\n",
    "        hv.print_stats(distribution_f0)\n",
    "        fig.legend(loc=\"upper center\", bbox_to_anchor=(0.77, 0.4))\n",
    "        break\n",
    "    ax.set_title(title)\n",
    "\n",
    "norm_factor = sensor.normalization_factor\n",
    "for ax, timerecord, name in zip([ax0,ax1,ax2], [sensor.ns, sensor.ew, sensor.vt], [\"NS\", \"EW\", \"VT\"]):\n",
    "    ctime = timerecord.time\n",
    "    amp = timerecord.amp/norm_factor\n",
    "    ax.plot(ctime.T, amp.T, linewidth=0.2, color='#888888')\n",
    "    ax.set_title(f\"Time Records ({name})\")\n",
    "    ax.set_yticks([-1, -0.5, 0, 0.5, 1])\n",
    "    ax.set_xlim(0, windowlength*timerecord.nseries)\n",
    "    ax.set_ylim(-1, 1)\n",
    "    ax.set_xlabel('Time (s)')\n",
    "    ax.set_ylabel('Normalized Amplitude')\n",
    "    ax.plot(ctime[hv.rejected_window_indices].T, amp[hv.rejected_window_indices].T, linewidth=0.2, color=\"cyan\")\n",
    "\n",
    "if rejection_bool:\n",
    "    axs = [ax0, ax3, ax1, ax4, ax2]\n",
    "else:\n",
    "    axs = [ax0, ax3, ax1, ax2]\n",
    "    \n",
    "for ax, letter in zip(axs, list(\"abcde\")):    \n",
    "    ax.text(0.97, 0.97, f\"({letter})\", ha=\"right\", va=\"top\", transform=ax.transAxes, fontsize=12)\n",
    "    for spine in [\"top\", \"right\"]:\n",
    "        ax.spines[spine].set_visible(False)\n",
    "\n",
    "\n",
    "fig.tight_layout(h_pad=1, w_pad=2, rect=(0,0.08,1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SESAME (2004) Reliability and Clarity Criteria\n",
    "---\n",
    "\n",
    "Please note that this functionality is still in the beta stage of development.\n",
    "So please review the classification carefully before incorporating the results into your work.\n",
    "If you believe you have found an error or if you wish to provide other feedback related to this functionality it is both welcomed and appreciated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "  Criteria iv): \u001b[31mFail\u001b[0m\n",
      "  Criteria v): \u001b[32mPass\u001b[0m\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 5 of 6.\n"
     ]
    }
   ],
   "source": [
    "reliability = utils.sesame_reliability(hv.meta[\"Window Length\"], len(hv.valid_window_indices), hv.frq, hv.mean_curve(), hv.std_curve(), search_limits=(peak_f_lower, peak_f_upper), verbose=1)\n",
    "clarity = utils.sesame_clarity(hv.frq, hv.mean_curve(), hv.std_curve(), hv.std_f0_frq(distribution=\"normal\"), search_limits=(peak_f_lower, peak_f_upper), verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Figure to File\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure saved successfully!\n"
     ]
    }
   ],
   "source": [
    "figure_name_out = \"example_hvsr_figure.png\"\n",
    "\n",
    "fig.savefig(figure_name_out, dpi=300, bbox_inches='tight')\n",
    "plt.close()\n",
    "print(\"Figure saved successfully!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Results to Text File\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results saved successfully!\n"
     ]
    }
   ],
   "source": [
    "file_name_out = \"example_output_hvsrpy.hv\"\n",
    "\n",
    "hv.to_file(file_name_out, distribution_f0, distribution_mc, data_format=\"hvsrpy\")\n",
    "print(\"Results saved successfully!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Results to Geopsy-Style Text File\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results saved successfully!\n"
     ]
    }
   ],
   "source": [
    "file_name_out = \"example_output_geopsy.hv\"\n",
    "\n",
    "hv.to_file(file_name_out, distribution_f0, distribution_mc, data_format=\"geopsy\")\n",
    "print(\"Results saved successfully!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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